October 12, 2026· ~6 min readWorld Models for Agents: Why the Interesting Ones Are Graphs A language model can describe a kitchen in perfect prose and still fail to plan boiling an egg. The gap is not knowledge, it is a *world model*: an i
October 12, 2026· ~6 min readNeurosymbolic Agents: Give the LLM a Graph to Reason Over Large language models are extraordinary inductive reasoners and surprisingly poor deductive ones. Ask a model to spot the pattern in a thousand examp